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[ARTICLE · art-161072] src=aiflash.com ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

Unlocking Any-Order Generation in Pretrained Autoregressive Image Models

A new method enables any-order generation in pretrained autoregressive image models, which are otherwise locked into a single fixed raster-scan factorization of the image distribution during training and therefore cannot inpaint, outpaint, or edit at inference time. The work targets the inflexibility that existing solutions have not resolved, though the source excerpt does not name the authors, institution, or a benchmark figure.

read1 min views1 publishedOct 30, 2026

Autoregressive (AR) image generators are powerful in principle but inflexible in practice: training with a fixed raster-scan order hardcodes a single factorization of the image distribution into the model, leaving it unable to inpaint, outpaint, or edit at inference time. Existing solutions, includi

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